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Forecast and scenario simulation analysis of power demand considering a variety of external environmental factors

机译:考虑多种外部环境因素的电力需求预测和情景模拟分析

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External factors such as technology, economy and policy have great influence on power demand. The purpose of this paper is to ensure power demand forecast still has time-effectiveness when the external environment change greatly, by quantifying the consideration of external environment factors; at the same time, to quantitatively study the influence that different external environmental factors put on power demand through scenario analysis. Firstly, three single forecasting models are selected, and the weight of the individual model in the combination model is determined by the improved PSO algorithm and thus the basic forecasting result is obtained. After that, three external factors are quantitatively presented as correction coefficients. Finally, a case study based on the power demand data of Tianjin is carried out. It turns out that the model presented in this paper has reached the advanced level of the same kind of models.
机译:技术,经济和政策等外部因素对电力需求有很大的影响。本文的目的是通过量化对外部环境因素的考虑,确保在外部环境发生巨大变化时电力需求预测仍具有时间有效性。同时,通过情景分析来定量研究不同外部环境因素对电力需求的影响。首先,选择了三个单一的预测模型,并通过改进的PSO算法确定了组合模型中各个模型的权重,从而获得了基本的预测结果。之后,将三个外部因素定量地表示为校正系数。最后,基于天津市的电力需求数据进行了案例研究。事实证明,本文提出的模型已达到同类模型的高级水平。

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